Prediction-assisted sampling circuitry

Aspects of the disclosure pertain to radio frequency (RF) communications. More particularly, aspects relate to dynamic range and sampling rate of sampling circuitry in a communications device.

Successive-approximation analog-to-digital converters (SAR ADCs) have an inherent tradeoff between dynamic range (DR) and sampling rate. As such, some SAR ADCs may not be able to implement a sufficient sampling rate over a sufficiently large DR to accommodate many common communication scenarios. Therefore, there is a general need to maintain sufficient sampling rate in ADCs over a large dynamic range.

The following description and the drawings sufficiently illustrate specific aspects to enable those skilled in the art to practice them. Other aspects may incorporate structural, logical, electrical, process, and other changes. Portions and features of some aspects may be included in, or substituted for, those of other aspects. Aspects set forth in the claims encompass all available equivalents of those claims.

Communications systems are often called upon to operate in high interference conditions. Receivers for such systems typically use successive-approximation analog-to-digital converters (SAR ADCs) but SAR ADCs have an inherent tradeoff between dynamic range (DR) and sampling rate. For example, some communications scenarios require both a high sampling rate and a high DR, thus stretching or even exceeding the capabilities of the SAR ADC. For example, cellular and WiFi receivers may be called upon to demodulate a weak desired signal in the presence of a strong blocker, which relies on both high DR and high sampling rate. In at least another scenario, a loopback receiver may calibrate transmission nonlinearities, where the transmission signal itself acts as a blocker, while the weak nonlinear artifacts are the desired signal. Radar applications, for example millimeter-wave applications, are characterized by having a transmission signal that couples directly into the receiver, serving as a blocker for the weak desired signal reflected from a distant or small target. These radar applications can therefore also require high DR simultaneously with a high sampling rate.

Currently-available solutions may attempt to meet high DR and sampling rate needs by interleaving, or combining the output of several ADC cores, thus maintaining the same DR as each core, but at a higher sampling rate. However, these solutions can increase board layout area for communications systems, and can increase costs and power consumption for communications systems.

To address these and other concerns, some aspects of this disclosure provide an SAR ADC design that leverages a prediction algorithm to reduce the dynamic range of an input signal prior to sampling, thus allowing the SAR ADC to support a high DR requirement without adding additional ADC cores.

1 FIG.A 100 105 110 115 120 125 130 135 140 145 150 155 160 165 170 ADCs according to aspects of the disclosure can be used in cellular handsets or other wireless devices.illustrates an exemplary user device according to some aspects. The user devicemay be a mobile device in some aspects and includes an application processor, baseband processor(also referred to as a baseband sub-system), radio front end module (RFEM), memory, connectivity sub-system, near field communication (NFC) controller, audio driver, camera driver, touch screen, display driver, sensors, removable memory, power management integrated circuit (PMIC), and smart battery.

105 In some aspects, application processormay include, for example, one or more central processing unit (CPU) cores and one or more of cache memory, low drop-out voltage regulators (LDOs), interrupt controllers, serial interfaces such as SPI, I2C or universal programmable serial interface sub-system, real time clock (RTC), timer-counters including interval and watchdog timers, general purpose IO, memory card controllers such as SD/MMC or similar, USB interfaces, MIPI interfaces, and/or Joint Test Access Group (JTAG) test access ports.

110 In some aspects, baseband processormay be implemented, for example, as a solder-down substrate including one or more integrated circuits, a single packaged integrated circuit soldered to a main circuit board, and/or a multi-chip module including two or more integrated circuits.

110 115 1 FIG.B Applications of mmWave technology can include, for example, WiGig and future 5G, but the mmWave technology can be applicable to a variety of telecommunications systems. The mmWave technology can be especially attractive for short-range telecommunications systems. WiGig devices operate in the unlicensed 60 GHz band, whereas 5G mmWave is expected to operate initially in the licensed 28 GHz and 39 GHz bands. A block diagram of an example baseband processorand RFEMin a mmWave system is shown in.

1 FIG.B 1 FIG.A 100 100 100 110 115 115 110 190 illustrates a mmWave systemA, which can be used in connection with the deviceofaccording to some aspects of the present disclosure. The systemA includes two components: a baseband processorand one or more radio front end modules (RFEMs). The RFEMcan be connected to the baseband processorby a single coaxial cable, which supplies a modulated intermediate frequency (IF) signal, DC power, clocking signals and control signals.

110 191 173 191 175 177 190 192 115 1 FIG.B The baseband processoris not shown in its entirety, butrather shows an implementation of analog front end. This includes a transmitter (TX) sectionA with an upconverterto intermediate frequency (IF) (around 10 GHz in current implementations), a receiver (RX) sectionB with downconversionfrom IF to baseband, control and multiplexing circuitryincluding a combiner to multiplex/demultiplex transmit and receive signals onto a single cable. In addition, power tee circuitry(which includes discrete components) is included on the baseband circuit board to provide DC power for the RFEM. In some aspects, the combination of the TX section and RX section may be referred to as a transceiver, to which may be coupled one or more antennas or antenna arrays of the types described herein.

115 174 176 178 180 182 184 184 The RFEMcan be a small circuit board including a number of printed antennas and one or more RF devices containing multiple radio chains, including upconversion/downconversionto millimeter wave frequencies, power combiner/divider, programmable phase shiftingand power amplifiers (PA), low noise amplifiers (LNA), as well as control and power management circuitryA andB. This arrangement can be different from Wi-Fi or cellular implementations, which generally have all RF and baseband functionality integrated into a single unit and only antennas connected remotely via coaxial cables.

180 182 115 115 174 190 This architectural difference can be driven by the very large power losses in coaxial cables at millimeter wave frequencies. These power losses can reduce the transmit power at the antenna and reduce receive sensitivity. In order to avoid this issue, in some aspects, PAsand LNAsmay be moved to the RFEMwith integrated antennas. In addition, the RFEMmay include upconversion/downconversionso that the IF signals over the coaxial cablecan be at a lower frequency. Additional system context for mmWave 5G apparatuses, techniques and features is discussed herein below.

2 FIG. 200 205 210 215 220 225 230 235 240 245 250 illustrates an exemplary base station or infrastructure equipment radio head according to some aspects. The base station radio headmay include one or more of application processor, baseband processors, one or more radio front end modules, memory, power management integrated circuitry (PMIC), power tee circuitry, network controller, network interface connector, satellite navigation receiver (e.g., GPS receiver), and user interface.

205 In some aspects, application processormay include one or more CPU cores and one or more of cache memory, low drop-out voltage regulators (LDOs), interrupt controllers, serial interfaces such as SPI, I2C or universal programmable serial interface, real time clock (RTC), timer-counters including interval and watchdog timers, general purpose IO, memory card controllers such as SD/MMC or similar, USB interfaces, MIPI interfaces and Joint Test Access Group (JTAG) test access ports.

210 In some aspects, baseband processormay be implemented, for example, as a solder-down substrate including one or more integrated circuits, a single packaged integrated circuit soldered to a main circuit board or a multi-chip sub-system including two or more integrated circuits.

220 220 In some aspects, memorymay include one or more of volatile memory including dynamic random access memory (DRAM) and/or synchronous DRAM (SDRAM), and nonvolatile memory (NVM) including high-speed electrically erasable memory (commonly referred to as Flash memory), phase-change random access memory (PRAM), magnetoresistive random access memory (MRAM), and/or a three-dimensional crosspoint memory. Memorymay be implemented as one or more of solder down packaged integrated circuits, socketed memory modules and plug-in memory cards.

225 In some aspects, power management integrated circuitrymay include one or more of voltage regulators, surge protectors, power alarm detection circuitry and one or more backup power sources such as a battery or capacitor. Power alarm detection circuitry may detect one or more of brown out (under-voltage) and surge (over-voltage) conditions.

230 230 200 In some aspects, power tee circuitrymay provide for electrical power drawn from a network cable. Power tee circuitrymay provide both power supply and data connectivity to the base station radio headusing a single cable.

235 In some aspects, network controllermay provide connectivity to a network using a standard network interface protocol such as Ethernet. Network connectivity may be provided using a physical connection which is one of electrical (commonly referred to as copper interconnect), optical or wireless.

245 245 205 205 In some aspects, satellite navigation receivermay include circuitry to receive and decode signals transmitted by one or more navigation satellite constellations such as the global positioning system (GPS), Globalnaya Navigatsionnaya Sputnikovaya Sistema (GLONASS), Galileo and/or BeiDou. The receivermay provide, to application processor, data which may include one or more of position data or time data. Time data may be used by application processorto synchronize operations with other radio base stations or infrastructure equipment.

250 250 In some aspects, user interfacemay include one or more of buttons. The buttons may include a reset button. User interfacemay also include one or more indicators such as LEDs and a display screen.

3 FIG.A 3 3 FIGS.B andC 3 FIG.A 3 FIG.D 3 FIG.A 3 FIG.E 3 FIG.A 3 FIG.A 3 FIG.A 3 FIG.A 300 illustrates exemplary wireless communication circuitry according to some aspects;illustrate aspects of transmit circuitry shown inaccording to some aspects;illustrates aspects of radio frequency circuitry shown inaccording to some aspects;illustrates aspects of receive circuitry inaccording to some aspects. Wireless communication circuitryshown inmay be alternatively grouped according to functions. Components illustrated inare provided here for illustrative purposes and may include other components not shown in.

300 305 305 305 Wireless communication circuitrymay include protocol processing circuitry(or processor) or other means for processing. Protocol processing circuitrymay implement one or more of medium access control (MAC), radio link control (RLC), packet data convergence protocol (PDCP), radio resource control (RRC) and non-access stratum (NAS) functions, among others. Protocol processing circuitrymay include one or more processing cores to execute instructions and one or more memory structures to store program and data information.

300 310 310 Wireless communication circuitrymay further include digital baseband circuitry. Digital baseband circuitrymay implement physical layer (PHY) functions including one or more of hybrid automatic repeat request (HARQ) functions, scrambling and/or descrambling, coding and/or decoding, layer mapping and/or de-mapping, modulation symbol mapping, received symbol and/or bit metric determination, multi-antenna port pre-coding and/or decoding which may include one or more of space-time, space-frequency or spatial coding, reference signal generation and/or detection, preamble sequence generation and/or decoding, synchronization sequence generation and/or detection, control channel signal blind decoding, and other related functions.

300 315 320 330 300 325 325 330 Wireless communication circuitrymay further include transmit circuitry, receive circuitryand/or antenna array circuitry. Wireless communication circuitrymay further include RF circuitry. In some aspects, RF circuitrymay include one or multiple parallel RF chains for transmission and/or reception. Each of the RF chains may be connected to one or more antennas of antenna array circuitry.

305 310 315 320 325 In some aspects, protocol processing circuitrymay include one or more instances of control circuitry. The control circuitry may provide control functions for one or more of digital baseband circuitry, transmit circuitry, receive circuitry, and/or RF circuitry.

3 3 FIGS.B andC 3 FIG.A 3 FIG.B 315 340 345 350 355 340 345 350 345 355 305 340 345 350 355 illustrate aspects of transmit circuitry shown inaccording to some aspects. Transmit circuitryshown inmay include one or more of digital to analog converters (DACs), analog baseband circuitry, up-conversion circuitryand/or filtering and amplification circuitry. DACsmay convert digital signals into analog signals. Analog baseband circuitrymay perform multiple functions as indicated below. Up-conversion circuitrymay up-convert baseband signals from analog baseband circuitryto RF frequencies (e.g., mmWave frequencies). Filtering and amplification circuitrymay filter and amplify analog signals. Control signals may be supplied between protocol processing circuitryand one or more of DACs, analog baseband circuitry, up-conversion circuitryand/or filtering and amplification circuitry.

315 365 370 355 365 305 365 370 3 FIG.C Transmit circuitryshown inmay include digital transmit circuitryand RF circuitry. In some aspects, signals from filtering and amplification circuitrymay be provided to digital transmit circuitry. As above, control signals may be supplied between protocol processing circuitryand one or more of digital transmit circuitryand RF circuitry.

3 FIG.D 3 FIG.A 325 372 illustrates aspects of radio frequency circuitry shown inaccording to some aspects. Radio frequency circuitrymay include one or more instances of radio chain circuitry, which in some aspects may include one or more filters, power amplifiers, low noise amplifiers, programmable phase shifters and power supplies.

325 374 374 374 374 374 Radio frequency circuitrymay also in some aspects include power combining and dividing circuitry. In some aspects, power combining and dividing circuitrymay operate bidirectionally, such that the same physical circuitry may be configured to operate as a power divider when the device is transmitting, and as a power combiner when the device is receiving. In some aspects, power combining and dividing circuitrymay include one or more wholly or partially separate circuitries to perform power dividing when the device is transmitting and power combining when the device is receiving. In some aspects, power combining and dividing circuitrymay include passive circuitry including one or more two-way power divider/combiners arranged in a tree. In some aspects, power combining and dividing circuitrymay include active circuitry including amplifier circuits.

325 315 320 325 315 320 376 378 376 378 3 FIG.A In some aspects, radio frequency circuitrymay connect to transmit circuitryand receive circuitryin. Radio frequency circuitrymay connect to transmit circuitryand receive circuitryvia one or more radio chain interfacesand/or a combined radio chain interface. In some aspects, one or more radio chain interfacesmay provide one or more interfaces to one or more receive or transmit signals, each associated with a single antenna structure. In some aspects, the combined radio chain interfacemay provide a single interface to one or more receive or transmit signals, each associated with a group of antenna structures.

3 FIG.E 3 FIG.A 320 382 384 382 384 386 388 390 392 394 386 388 390 388 392 394 illustrates aspects of receive circuitry inaccording to some aspects. Receive circuitrymay include one or more of parallel receive circuitryand/or one or more of combined receive circuitry. In some aspects, the one or more parallel receive circuitryand one or more combined receive circuitrymay include one or more Intermediate Frequency (IF) down-conversion circuitry, IF processing circuitry, baseband down-conversion circuitry, baseband processing circuitryand analog-to-digital converter (ADC) circuitry. As used herein, the term “intermediate frequency” refers to a frequency to which a carrier frequency (or a frequency signal) is shifted as in intermediate step in transmission, reception, and/or signal processing. IF down-conversion circuitrymay convert received RF signals to IF. IF processing circuitrymay process the IF signals, e.g., via filtering and amplification. Baseband down-conversion circuitrymay convert the signals from IF processing circuitryto baseband. Baseband processing circuitrymay process the baseband signals, e.g., via filtering and amplification. ADC circuitrymay convert the processed analog baseband signals to digital signals.

4 FIG. 3 FIG.A 3 FIG.A 4 FIG. 325 425 405 410 415 420 424 430 435 illustrates exemplary RF circuitry ofaccording to some aspects. In an aspect, RF circuitryin(depicted inusing reference number) may include one or more of the IF interface circuitry, filtering circuitry, up-conversion and down-conversion circuitry, synthesizer circuitry, filtering and amplification circuitry, power combining and dividing circuitry, and radio chain circuitry.

5 FIG.A 5 FIG.B 1 FIG.A 1 FIG.B 2 FIG. 5 FIG.A 500 505 515 522 515 522 505 515 522 520 505 510 andillustrate aspects of a radio front-end module (RFEM) useable in the circuitry shown in,and, according to some aspects.illustrates an aspect of a RFEM according to some aspects. RFEMincorporates a millimeter wave RFEMand one or more above-six gigahertz radio frequency integrated circuits (RFIC)and/or one or more sub-six gigahertz RFICs. In this aspect, the one or more sub-six gigahertz RFICsand/or one or more sub-six gigahertz RFICsmay be physically separated from millimeter wave RFEM. RFICsandmay include connection to one or more antennas. RFEMmay include multiple antennas.

5 FIG.B 525 530 530 535 540 illustrates an alternate aspect of a radio front end module, according to some aspects. In this aspect both millimeter wave and sub-six gigahertz radio functions may be implemented in the same physical radio front end module (RFEM). RFEMmay incorporate both millimeter wave antennasand sub-six gigahertz antennas.

6 FIG. 1 FIG.A 1 FIG.B 2 FIG. 600 640 640 640 640 illustrates a multi-protocol baseband processoruseable in the system and circuitry shown in,or, according to some aspects. In an aspect, baseband processor may contain one or more digital baseband subsystemsA,B,C,D, also herein referred to collectively as digital baseband subsystems.

640 640 640 640 665 670 675 680 640 640 640 640 645 660 660 635 635 In an aspect, the one or more digital baseband subsystemsA,B,C,D may be coupled via interconnect subsystemto one or more of CPU subsystem, audio subsystemand interface subsystem. In an aspect, the one or more digital baseband subsystemsA,B,C,D may be coupled via interconnect subsystemto one or more of each of digital baseband interfaceA,B and mixed-signal baseband subsystemA,B.

665 645 675 In an aspect, interconnect subsystemandmay each include one or more of each of buses point-to-point connections and network-on-chip (NOC) structures. In an aspect, audio subsystemmay include one or more of digital signal processing circuitry, buffer memory, program memory, speech processing accelerator circuitry, data converter circuitry such as analog-to-digital and digital-to-analog converter circuitry, and analog circuitry including one or more of amplifiers and filters.

7 FIG. 700 700 705 710 720 730 735 725 740 illustrates an exemplary of a mixed signal baseband subsystem, according to some aspects. In an aspect, mixed signal baseband subsystemmay include one or more of IF interface, analog IF subsystem, down-converter and up-converter subsystem, analog baseband subsystem, data converter subsystem, synthesizerand control subsystem.

8 FIG.A 8 FIG.B 801 802 illustrates a digital baseband processing subsystem, according to some aspects.illustrates an alternate aspect of a digital baseband processing subsystem, according to some aspects.

8 FIG.A 801 805 805 805 835 810 815 820 825 In an aspect of, the digital baseband processing subsystemmay include one or more of each of digital signal processor (DSP) subsystemsA,B, . . .N, interconnect subsystem, boot loader subsystem, shared memory subsystem, digital I/O subsystem, and digital baseband interface subsystem.

8 FIG.B 802 845 845 845 850 850 850 835 815 820 840 825 In an aspect of, digital baseband processing subsystemmay include one or more of each of accelerator subsystemA,B, . . .N, buffer memoryA,B, . . .N, interconnect subsystem, shared memory subsystem, digital I/O subsystem, controller subsystemand digital baseband interface subsystem.

810 805 805 805 805 805 805 801 802 805 805 805 805 805 805 805 805 805 In an aspect, boot loader subsystemmay include digital logic circuitry configured to perform configuration of the program memory and running state associated with each of the one or more DSP subsystemsA,B, . . .N. Configuration of the program memory of each of the one or more DSP subsystemsA,B, . . .N may include loading executable program code from storage external to digital baseband processing subsystemsand. Configuration of the running state associated with each of the one or more DSP subsystemsA,B, . . .N may include one or more of the steps of: setting the state of at least one DSP core which may be incorporated into each of the one or more DSP subsystemsA,B, . . .N to a state in which it is not running, and setting the state of at least one DSP core which may be incorporated into each of the one or more DSP subsystemsA,B, . . .N into a state in which it begins executing program code starting from a predefined memory location.

815 In an aspect, shared memory subsystemmay include one or more of read-only memory (ROM), static random access memory (SRAM), embedded dynamic random access memory (eDRAM) and/or non-volatile random access memory (NVRAM).

820 820 801 820 801 In an aspect, digital I/O subsystemmay include one or more of serial interfaces such as Inter-Integrated Circuit (I2C), Serial Peripheral Interface (SPI) or other 1, 2 or 3-wire serial interfaces, parallel interfaces such as general-purpose input-output (GPIO), register access interfaces and direct memory access (DMA). In an aspect, a register access interface implemented in digital I/O subsystemmay permit a microprocessor core external to digital baseband processing subsystemto read and/or write one or more of control and data registers and memory. In an aspect, DMA logic circuitry implemented in digital I/O subsystemmay permit transfer of contiguous blocks of data between memory locations including memory locations internal and external to digital baseband processing subsystem.

825 801 825 In an aspect, digital baseband interface subsystemmay provide for the transfer of digital baseband samples between baseband processing subsystem and mixed signal baseband or radio-frequency circuitry external to digital baseband processing subsystem. In an aspect, digital baseband samples transferred by digital baseband interface subsystemmay include in-phase and quadrature (I/Q) samples.

840 845 845 845 8 FIG.A 8 FIG.B In an aspect, controller subsystemmay include one or more of each of control and status registers and control state machines. In an aspect, control and status registers may be accessed via a register interface and may provide for one or more of: starting and stopping operation of control state machines, resetting control state machines to a default state, configuring optional processing features, and/or configuring the generation of interrupts and reporting the status of operations. In an aspect, each of the one or more control state machines may control the sequence of operation of each of the one or more accelerator subsystemsA,B . . .N. There may be examples of implementations of bothandin the same baseband subsystem.

9 FIG. 900 900 905 910 915 920 920 920 925 930 935 illustrates a digital signal processor (DSP) subsystemaccording to some aspects. In an aspect, DSP subsystemmay include one or more of each of DSP core subsystem, local memory, direct memory access (DMA) subsystem, accelerator subsystemA,B . . .N, external interface subsystem, power management circuitryand interconnect subsystem.

910 In an aspect, the local memorymay include one or more of each of read-only memory, static random access memory or embedded dynamic random access memory.

915 900 In an aspect, the DMA subsystemmay provide registers and control state machine circuitry adapted to transfer blocks of data between memory locations including memory locations internal and external to DSP subsystem.

925 900 900 925 910 900 915 905 In an aspect, external interface subsystemmay provide for access by a microprocessor system external to DSP subsystemto one or more of memory, control registers and status registers which may be implemented in DSP subsystem. In an aspect, external interface subsystemmay provide for transfer of data between local memoryand storage external to DSP subsystemunder the control of one or more of the DMA subsystemand the DSP core subsystem.

10 FIG. 1 9 FIGS.- 3 FIG.A 1000 1000 1000 320 394 1000 1002 1004 illustrates an apparatusfor prediction-assisted sampling according to some aspects. The apparatuscan be included in components of; for example, the apparatuscan be included in receiver circuitry, e.g., receiver circuitry() as a portion or portions/of ADCs, etc. The apparatuscan take as an input a signalto be sampled (e.g., an analog signal to be converted), and provide an output signal(e.g., a digital or converted signal).

1000 1006 1006 The apparatuscan include sampling circuitry. In examples, the sampling circuitryconverts an analog signal to a digital signal.

1000 1008 1006 1008 1002 1008 1010 1002 The apparatusfurther includes processing circuitrycoupled to the sampling circuitry. The processing circuitrycan predict a next sample of an input signal. Using the predicted next sample, the processing circuitrycan determine a predicative portionof the next sample of the input signal.

1002 1006 1002 Since the input signalis oversampled by the sampling circuitry, the input signalexhibits high correlation between successive samples. Therefore, each new sample can be represented as a sum of weighted history (predictive part) and new information (non-predicative part) according to Equation (1):

1002 1008 1006 where x(n) represents the input signal, M is the number of prediction coefficients, p(m) are the predication coefficients within, d(n) is the non-predicative portion that will be sampled by the sampling circuitry, and

is the sum of the weighted history.

1002 1008 1010 1002 1002 1006 1002 Because the input signalexhibits high correlation, the predictive part can be subtracted out from the analog input signal prior to sampling. Therefore, the processing circuitrycan subtract the predicative portionfrom the input signalto determine a non-predicative portion of the input signal. This allows the sampling circuitryto operate in a DR encompassing only the non-predicative portion d(n), which has a DR significantly lower than the DR of the complete input signal(x(n) in Equation (1)).

1008 The processing circuitrycan determine the non-predicative portion d(n) using optimal linear prediction according to Equation (2):

p E d n 2 where:=argmin{(|()|)}  (3)the solution for which is:

r i E x n n−i 1002 Where r(i) is the autocorrelation of the input signaland E is expected value of the relevant signal (i.e., the input signal x(n) in Equation (5) or of the predicative portion in Equation (3). where:()=(()×()*)   (5)

10 FIG. 1008 1006 1006 Referring still to, The processing circuitrycan then provide the non-predicative portion to the sampling circuitry, after which the sampling circuitrycan sample the non-predicative portion. By removing the predicative portion prior to sampling, the DR contributed by this predicative portion can be removed, thus reducing the DR of the signal that will be sampled.

1008 1004 Once the DR-reduced signal is sampled (i.e., once the non-predicative portion is sampled), the processing circuitrycan reconstruct the complete signalby applying an inverse filter (stable IIR), on d(n) according to Equation (6):

Or in the Z-domain according to Equation (7):

1010 1012 1006 1014 1002 1016 1014 1012 1018 1002 1018 1018 1002 1012 The loopback signal (e.g., predicative portion) is routed to, where it is summed together with the output of A2D converter (e.g., sampling circuitry) according to standard SAR ADC operation. The combined signal is provided to the DAC, which effectively subtracts the combined signal from the input signal: when the switchis routed to the DACthis drives the signal from the summerto the bottom terminal of the capacitive array, while the input signaldrives the voltage at the upper terminal of the capacitive array. The capacitive arrayis then charged to the voltage difference between the input signaland the feedback signal (e.g., output of the summer).

11 FIG.A 11 FIG.A 1100 1102 1102 1100 1102 1000 1000 1000 represents a full input signaland non-predicative portionof the full input signal according to some aspects. As can be appreciated by examination, the DR of the non-predicative portionis substantially lower than that of the full input signal. In the example shown, the DR is reduced by about 40 decibels (dB). Accordingly if only the non-predicative portionis sampled by the apparatus, then the dynamic range that needs to be sampled by the apparatusis substantially reduced relative to available systems. This allows the apparatusof aspects to maintain high sampling without needing to sample signals of a very high DR.

11 FIG.B 11 FIG.A 11 FIG.B 1104 1000 1106 1100 1104 1106 illustrates a reconstructed signalsuch as a signal that can be reconstructed as an output by the apparatus. Signalis an error signal (e.g., “quantization floor”) between the original input signal(and the reconstructed output signal). As can be appreciated by examination of, the original input signal is nearly exactly reconstructed, with minimal error.

12 FIG. 10 FIG. 1 9 FIGS.- 1200 1000 1200 1202 illustrates a method for communicating in a wireless network according to some aspects. The methodcan be performed by components of the apparatus() or any communication component in. The methodcan begin with operationby predicting a next sample of an input signal.

1200 1204 1204 1204 The methodcan continue with operationwith determining a predicative portion of the next sample of the input signal. Operationcan be performed using one or more of Equations (1)-(5), although aspects are not limited thereto. For example, operationcan include determining the predicative portion based on a weighted history of the input signal.

1200 1206 1200 1208 The methodcan continue with operationby subtracting the predicative portion from the input signal to determine a non-predicative portion of the input signal. In some examples, the non-predicative portion can be based on an optimal linear prediction using an autocorrelation estimation of the input signal. The methodcan continue with operationwith providing the non-predicative portion for sampling and refraining from providing the predicative portion for sampling.

1200 1000 By performing methodaccording to some aspects, the apparatuscan prevent ADC DR from becoming a bottleneck, by providing higher sample rates even for signals with high DR. The apparatus and methods according to aspects can reduce power consumption to alleviate the DR/power consumption tradeoff that can be present in available systems.

13 FIG. 1 FIG.A 12 FIG. 1800 1800 1800 illustrates a block diagram of a communication devicesuch as an evolved Node-B (eNB), a new generation Node-B (gNB), an access point (AP), a wireless station (STA), a mobile station (MS), or a user equipment (UE), in accordance with some aspects. In alternative aspects, the communication devicemay operate as a standalone device or may be connected (e.g., networked) to other communication devices. In some aspects, the communication devicecan use one or more of the techniques and circuits discussed herein, in connection with any of-.

1800 Circuitry (e.g., processing circuitry) is a collection of circuits implemented in tangible entities of the devicethat include hardware (e.g., simple circuits, gates, logic, etc.). Circuitry membership may be flexible over time. Circuitries include members that may, alone or in combination, perform specified operations when operating. In an example, hardware of the circuitry may be immutably designed to carry out a specific operation (e.g., hardwired). In an example, the hardware of the circuitry may include variably connected physical components (e.g., execution units, transistors, simple circuits, etc.) including a machine readable medium physically modified (e.g., magnetically, electrically, moveable placement of invariant massed particles, etc.) to encode instructions of the specific operation.

1800 In connecting the physical components, the underlying electrical properties of a hardware constituent are changed, for example, from an insulator to a conductor or vice versa. The instructions enable embedded hardware (e.g., the execution units or a loading mechanism) to create members of the circuitry in hardware via the variable connections to carry out portions of the specific operation when in operation. Accordingly, in an example, the machine readable medium elements are part of the circuitry or are communicatively coupled to the other components of the circuitry when the device is operating. In an example, any of the physical components may be used in more than one member of more than one circuitry. For example, under operation, execution units may be used in a first circuit of a first circuitry at one point in time and reused by a second circuit in the first circuitry, or by a third circuit in a second circuitry at a different time. Additional examples of these components with respect to the devicefollow.

1800 1800 1800 1800 In some aspects, the devicemay operate as a standalone device or may be connected (e.g., networked) to other devices. In a networked deployment, the communication devicemay operate in the capacity of a server communication device, a client communication device, or both in server-client network environments. In an example, the communication devicemay act as a peer communication device in peer-to-peer (P2P) (or other distributed) network environment. The communication devicemay be a UE, eNB, PC, a tablet PC, a STB, a PDA, a mobile telephone, a smart phone, a web appliance, a network router, switch or bridge, or any communication device capable of executing instructions (sequential or otherwise) that specify actions to be taken by that communication device. Further, while only a single communication device is illustrated, the term “communication device” shall also be taken to include any collection of communication devices that individually or jointly execute a set (or multiple sets) of instructions to perform any one or more of the methodologies discussed herein, such as cloud computing, software as a service (SaaS), other computer cluster configurations.

Examples, as described herein, may include, or may operate on, logic or a number of components, modules, or mechanisms. Modules are tangible entities (e.g., hardware) capable of performing specified operations and may be configured or arranged in a certain manner. In an example, circuits may be arranged (e.g., internally or with respect to external entities such as other circuits) in a specified manner as a module. In an example, the whole or part of one or more computer systems (e.g., a standalone, client or server computer system) or one or more hardware processors may be configured by firmware or software (e.g., instructions, an application portion, or an application) as a module that operates to perform specified operations. In an example, the software may reside on a communication device-readable medium. In an example, the software, when executed by the underlying hardware of the module, causes the hardware to perform the specified operations.

Accordingly, the term “module” is understood to encompass a tangible entity, be that an entity that is physically constructed, specifically configured (e.g., hardwired), or temporarily (e.g., transitorily) configured (e.g., programmed) to operate in a specified manner or to perform part or all of any operation described herein. Considering examples in which modules are temporarily configured, each of the modules need not be instantiated at any one moment in time. For example, where the modules comprise a general-purpose hardware processor configured using software, the general-purpose hardware processor may be configured as respective different modules at different times. Software may accordingly configure a hardware processor, for example, to constitute a particular module at one instance of time and to constitute a different module at a different instance of time.

1800 1802 1804 1806 1816 1808 Communication device (e.g., UE)may include a hardware processor(e.g., a central processing unit (CPU), a graphics processing unit (GPU), a hardware processor core, or any combination thereof), a main memory, a static memory, and mass storage device(e.g., hard drive, tape drive, flash storage, or other block or storage devices), some or all of which may communicate with each other via an interlink (e.g., bus).

1800 1810 1812 1814 1810 1812 1814 1800 1818 1820 1821 1800 1823 The communication devicemay further include a display unit, an alphanumeric input device(e.g., a keyboard), and a user interface (UI) navigation device(e.g., a mouse). In an example, the display unit, input deviceand UI navigation devicemay be a touch screen display. The communication devicemay additionally include a signal generation device(e.g., a speaker), a network interface device, and one or more sensors, such as a global positioning system (GPS) sensor, compass, accelerometer, or another sensor. The communication devicemay include an output controller, such as a serial (e.g., universal serial bus (USB), parallel, or other wired or wireless (e.g., infrared (IR), near field communication (NFC), etc.) connection to communicate or control one or more peripheral devices (e.g., a printer, card reader, etc.).

1816 1822 1824 1802 1804 1806 1816 1822 1824 1802 1804 1806 1816 1822 The mass storage devicemay include a communication device-readable medium, on which is stored one or more sets of data structures or instructions(e.g., software) embodying or utilized by any one or more of the techniques or functions described herein. In some aspects, registers of the processor, the main memory, the static memory, and/or the mass storage devicemay be, or include (completely or at least partially), the device-readable medium, on which is stored the one or more sets of data structures or instructions, embodying or utilized by any one or more of the techniques or functions described herein. In an example, one or any combination of the hardware processor, the main memory, the static memory, or the mass storage devicemay constitute the device-readable medium.

1822 1824 As used herein, the term “device-readable medium” is interchangeable with “computer-readable medium” or “machine-readable medium”. While the communication device-readable mediumis illustrated as a single medium, the term “communication device-readable medium” may include a single medium or multiple media (e.g., a centralized or distributed database, and/or associated caches and servers) configured to store the one or more instructions.

1800 1800 The term “communication device-readable medium” may include any medium that is capable of storing, encoding, or carrying instructions for execution by the communication deviceand that cause the communication deviceto perform any one or more of the techniques of the present disclosure, or that is capable of storing, encoding, or carrying data structures used by or associated with such instructions. Non-limiting communication device-readable medium examples may include solid-state memories, and optical and magnetic media. Specific examples of communication device-readable media may include: non-volatile memory, such as semiconductor memory devices (e.g., Electrically Programmable Read-Only Memory (EPROM), Electrically Erasable Programmable Read-Only Memory (EEPROM)) and flash memory devices; magnetic disks, such as internal hard disks and removable disks; magneto-optical disks; Random Access Memory (RAM); and CD-ROM and DVD-ROM disks. In some examples, communication device-readable media may include non-transitory communication device-readable media. In some examples, communication device-readable media may include communication device-readable media that is not a transitory propagating signal.

1824 1826 1820 1820 1826 1820 1820 The instructionsmay further be transmitted or received over a communications networkusing a transmission medium via the network interface deviceutilizing any one of a number of transfer protocols (e.g., frame relay, internet protocol (IP), transmission control protocol (TCP), user datagram protocol (UDP), hypertext transfer protocol (HTTP), etc.). Example communication networks may include a local area network (LAN), a wide area network (WAN), a packet data network (e.g., the Internet), mobile telephone networks (e.g., cellular networks), Plain Old Telephone (POTS) networks, and wireless data networks (e.g., Institute of Electrical and Electronics Engineers (IEEE) 802.11 family of standards known as Wi-Fi®, IEEE 802.16 family of standards known as WiMax®), IEEE 802.15.4 family of standards, a Long Term Evolution (LTE) family of standards, a Universal Mobile Telecommunications System (UMTS) family of standards, peer-to-peer (P2P) networks, among others. In an example, the network interface devicemay include one or more physical jacks (e.g., Ethernet, coaxial, or phone jacks) or one or more antennas to connect to the communications network. In an example, the network interface devicemay include a plurality of antennas to wirelessly communicate using at least one of single-input multiple-output (SIMO), MIMO, or multiple-input single-output (MISO) techniques. In some examples, the network interface devicemay wirelessly communicate using Multiple User MIMO techniques.

1800 The term “transmission medium” shall be taken to include any intangible medium that is capable of storing, encoding, or carrying instructions for execution by the communication device, and includes digital or analog communications signals or other intangible medium to facilitate communication of such software. In this regard, a transmission medium in the context of this disclosure is a device-readable medium.

14 FIG. 14 FIG. 1 17 FIGS.- 1900 1900 illustrates a system level diagram, depicting an example of an electronic device (e.g., system) that can include, for example, a transmitter configured to selectively fan out a signal to one of multiple communication channels.is included to show an example of a higher-level device application for the subject matter discussed above with regards to. In one aspect, systemincludes, but is not limited to, a desktop computer, a laptop computer, a netbook, a tablet, a notebook computer, a personal digital assistant (PDA), a server, a workstation, a cellular telephone, a mobile computing device, a smart phone, an Internet appliance, or any other type of computing device. In some aspects, systemis a system on a chip (SOC) system.

1910 1912 1912 1912 1910 1900 1910 1905 1905 1910 1912 1910 1916 1900 1916 In one aspect, processorhas one or more processor cores, . . . ,N, whereN represents the Nth processor core inside processorwhere N is a positive integer. In one aspect, systemincludes multiple processors includingand, where processorhas logic similar or identical to the logic of processor. In some aspects, processing coreincludes, but is not limited to, pre-fetch logic to fetch instructions, decode logic to decode the instructions, execution logic to execute instructions and the like. In some aspects, processorhas a cache memoryto cache instructions and/or data for system. Cache memorymay be organized into a hierarchal structure including one or more levels of cache memory.

1910 1914 1910 1930 1932 1934 1910 1930 1920 1910 1978 1978 In some aspects, processorincludes a memory controller, which is operable to perform functions that enable the processorto access and communicate with memorythat includes a volatile memoryand/or a non-volatile memory. In some aspects, processoris coupled with memoryand chipset. Processormay also be coupled to a wireless antennato communicate with any device configured to transmit and/or receive wireless signals. In one aspect, an interface for wireless antennaoperates in accordance with, but is not limited to, the IEEE 802.11 standard and its related family, Home Plug AV (HPAV), Ultra Wide Band (UWB), Bluetooth, WiMax, or any form of wireless communication protocol.

1932 1934 In some aspects, volatile memoryincludes, but is not limited to, Synchronous Dynamic Random Access Memory (SDRAM), Dynamic Random Access Memory (DRAM), RAMBUS Dynamic Random Access Memory (RDRAM), and/or any other type of random access memory device. Non-volatile memoryincludes, but is not limited to, flash memory, phase change memory (PCM), read-only memory (ROM), electrically erasable programmable read-only memory (EEPROM), or any other type of non-volatile memory device.

1930 1910 1930 1910 1920 1910 1917 1922 1920 1910 1900 1917 1922 Memorystores information and instructions to be executed by processor. In one aspect, memorymay also store temporary variables or other intermediate information while processoris executing instructions. In the illustrated aspect, chipsetconnects with processorvia Point-to-Point (PtP or P-P) interfacesand. Chipsetenables processorto connect to other elements in system. In some aspects of the example system, interfacesandoperate in accordance with a PtP communication protocol such as the Intel® QuickPath Interconnect (QPI) or the like. In other aspects, a different interconnect may be used.

1920 1910 1905 1940 1972 1976 1974 1960 1962 1964 1966 1977 1920 1924 1920 1978 In some aspects, chipsetis operable to communicate with processor,, display device, and other devices, including a bus bridge, a smart TV, I/O devices, nonvolatile memory, a storage medium (such as one or more mass storage devices), a keyboard/mouse, a network interface, and various forms of consumer electronics(such as a PDA, smart phone, tablet etc.), etc. In one aspect, chipsetcouples with these devices through an interface. Chipsetmay also be coupled to a wireless antennato communicate with any device configured to transmit and/or receive wireless signals.

1920 1940 1926 1940 1910 1920 1920 1950 1955 1974 1960 1962 1964 1966 1950 1955 1972 Chipsetconnects to display devicevia interface. Display devicemay be, for example, a liquid crystal display (LCD), a plasma display, cathode ray tube (CRT) display, or any other form of visual display device. In some aspects of the example system, processorand chipsetare merged into a single SOC. In addition, chipsetconnects to one or more busesandthat interconnect various system elements, such as I/O devices, nonvolatile memory, storage medium, a keyboard/mouse, and network interface. Busesandmay be interconnected together via a bus bridge.

1962 1966 In one aspect, storage mediumincludes, but is not limited to, a solid-state drive, a hard disk drive, a universal serial bus flash memory drive, or any other form of computer data storage medium. In one aspect, network interfaceis implemented by any type of well-known network interface standard including, but not limited to, an Ethernet interface, a universal serial bus (USB) interface, a Peripheral Component Interconnect (PCI) Express interface, a wireless interface and/or any other suitable type of interface. In one aspect, the wireless interface operates in accordance with, but is not limited to, the IEEE 802.11 standard and its related family, Home Plug AV (HPAV), Ultra Wide Band (UWB), Bluetooth, WiMax, or any form of wireless communication protocol.

14 FIG. 1900 1916 1910 1916 1916 1912 While the modules shown inare depicted as separate blocks within the system, the functions performed by some of these blocks may be integrated within a single semiconductor circuit or may be implemented using two or more separate integrated circuits. For example, although cache memoryis depicted as a separate block within processor, cache memory(or selected aspects of) can be incorporated into processor core.

Discussions herein utilizing terms such as, for example, “processing”, “computing”, “calculating”, “determining”, “establishing”, “analyzing”, “checking”, or the like, may refer to operation(s) and/or process(es) of a computer, a computing platform, a computing system, or other electronic computing device, that manipulate and/or transform data represented as physical (e.g., electronic) quantities within the computer's registers and/or memories into other data similarly represented as physical quantities within the computer's registers and/or memories or other information storage medium that may store instructions to perform operations and/or processes.

The terms “plurality” and “a plurality”, as used herein, include, for example, “multiple” or “two or more”. For example, “a plurality of items” includes two or more items.

References to “one aspect”, “an aspect”, “an example aspect”, “some aspects”, “demonstrative aspect”, “various aspects” etc., indicate that the aspect(s) so described may include a particular feature, structure, or characteristic, but not every aspect necessarily includes the particular feature, structure, or characteristic. Further, repeated use of the phrase “in one aspect” does not necessarily refer to the same aspect, although it may.

As used herein, unless otherwise specified the use of the ordinal adjectives “first”, “second”, “third” etc., to describe a common object, merely indicate that different instances of like objects are being referred to and are not intended to imply that the objects so described must be in a given sequence, either temporally, spatially, in ranking, or in any other manner.

Some aspects may be used in conjunction with various devices and systems, for example, a User Equipment (UE), a Mobile Device (MD), a wireless station (STA), a Personal Computer (PC), a desktop computer, a mobile computer, a laptop computer, a notebook computer, a tablet computer, a server computer, a handheld computer, a sensor device, an Internet of Things (IoT) device, a wearable device, a handheld device, a Personal Digital Assistant (PDA) device, a handheld PDA device, an on-board device, an off-board device, a hybrid device, a vehicular device, a non-vehicular device, a mobile or portable device, a consumer device, a non-mobile or non-portable device, a wireless communication station, a wireless communication device, a wireless Access Point (AP), a wired or wireless router, a wired or wireless modem, a video device, an audio device, an audio-video (A/V) device, a wired or wireless network, a wireless area network, a Wireless Video Area Network (WVAN), a Local Area Network (LAN), a Wireless LAN (WLAN), a Personal Area Network (PAN), a Wireless PAN (WPAN), and the like.

Some aspects may, for example, be used in conjunction with devices and/or networks operating in accordance with existing IEEE 802.11 standards (including IEEE 802.11-2016 (IEEE 802.11-2016, IEEE Standard for Information technology—Telecommunications and information exchange between systems Local and metropolitan area networks--Specific requirements Part 11: Wireless LAN Medium Access Control (MAC) and Physical Layer (PHY) Specifications, Dec. 7, 2016); IEEE 802.11ay (P802.11ay Standard for Information Technology—Telecommunications and Information Exchange Between Systems Local and Metropolitan Area Networks—Specific Requirements Part 11: Wireless LAN Medium Access Control (MAC) and Physical Layer (PHY) Specifications—Amendment: Enhanced Throughput for Operation in License-Exempt Bands Above 45 GHz)) and/or future versions and/or derivatives thereof, devices and/or networks operating in accordance with existing WiFi Alliance (WFA) Peer-to-Peer (P2P) specifications (including WiFi P2P technical specification, version 1.5, Aug. 4, 2015) and/or future versions and/or derivatives thereof, devices and/or networks operating in accordance with existing Wireless-Gigabit-Alliance (WGA) specifications (including Wireless Gigabit Alliance, Inc WiGig MAC and PHY Specification Version 1.1, April 2011, Final specification) and/or future versions and/or derivatives thereof, devices and/or networks operating in accordance with existing cellular specifications and/or protocols, e.g., 3rd Generation Partnership Project (3GPP), 3GPP Long Term Evolution (LTE) and/or future versions and/or derivatives thereof, units and/or devices which are part of the above networks, and the like.

Some aspects may be used in conjunction with one way and/or two-way radio communication systems, cellular radio-telephone communication systems, a mobile phone, a cellular telephone, a wireless telephone, a Personal Communication Systems (PCS) device, a PDA device which incorporates a wireless communication device, a mobile or portable Global Positioning System (GPS) device, a device which incorporates a GPS receiver or transceiver or chip, a device which incorporates an RFID element or chip, a Multiple Input Multiple Output (MIMO) transceiver or device, a Single Input Multiple Output (SIMO) transceiver or device, a Multiple Input Single Output (MISO) transceiver or device, a device having one or more internal antennas and/or external antennas, Digital Video Broadcast (DVB) devices or systems, multi-standard radio devices or systems, a wired or wireless handheld device, e.g., a Smartphone, a Wireless Application Protocol (WAP) device, or the like.

Some aspects may be used in conjunction with one or more types of wireless communication signals and/or systems, for example, Radio Frequency (RF), Infra-Red (IR), Frequency-Division Multiplexing (FDM), Orthogonal FDM (OFDM), Orthogonal Frequency-Division Multiple Access (OFDMA), Spatial Divisional Multiple Access (SDMA), FDM Time-Division Multiplexing (TDM), Time-Division Multiple Access (TDMA), Multi-User MIMO (MU-MIMO), Extended TDMA (E-TDMA), General Packet Radio Service (GPRS), extended GPRS, Code-Division Multiple Access (CDMA), Wideband CDMA (WCDMA), CDMA 2000, single-carrier CDMA, multi-carrier CDMA, Multi-Carrier Modulation (MDM), Discrete Multi-Tone (DMT), Bluetooth, Global Positioning System (GPS), Wi-Fi, Wi-Max, ZigBeeTM, Ultra-Wideband (UWB), Global System for Mobile communication (GSM), 2G, 2.5G, 3G, 3.5G, 4G, Fifth Generation (5G) mobile networks, 3GPP, Long Term Evolution (LTE), LTE advanced, Enhanced Data rates for GSM Evolution (EDGE), or the like. Other aspects may be used in various other devices, systems and/or networks.

The term “wireless device”, as used herein, includes, for example, a device capable of wireless communication, a communication device capable of wireless communication, a communication station capable of wireless communication, a portable or non-portable device capable of wireless communication, or the like. In some demonstrative aspects, a wireless device may be or may include a peripheral that is integrated with a computer, or a peripheral that is attached to a computer. In some demonstrative aspects, the term “wireless device” may optionally include a wireless service.

The term “communicating” as used herein with respect to a communication signal includes transmitting the communication signal and/or receiving the communication signal. For example, a communication unit, which is capable of communicating a communication signal, may include a transmitter to transmit the communication signal to at least one other communication unit, and/or a communication receiver to receive the communication signal from at least one other communication unit. The verb communicating may be used to refer to the action of transmitting and/or the action of receiving. In one example, the phrase “communicating a signal” may refer to the action of transmitting the signal by a first device and may not necessarily include the action of receiving the signal by a second device. In another example, the phrase “communicating a signal” may refer to the action of receiving the signal by a first device and may not necessarily include the action of transmitting the signal by a second device.

Some demonstrative aspects may be used in conjunction with a wireless communication network communicating over a frequency band above 45 Gigahertz (GHz), e.g., 60 GHz. However, other aspects may be implemented utilizing any other suitable wireless communication frequency bands, for example, an Extremely High Frequency (EHF) band (the millimeter wave (mmWave) frequency band), e.g., a frequency band within the frequency band of between 20 GHz and 300 GHz, a frequency band above 45 GHz, a frequency band below 20 GHz, e.g., a Sub 1 GHz (S1G) band, a 2.4 GHz band, a 5 GHz band, a WLAN frequency band, a WPAN frequency band, a frequency band according to the WGA specification, and the like.

As used herein, the term “circuitry” may, for example, refer to, be part of, or include, an Application Specific Integrated Circuit (ASIC), an integrated circuit, an electronic circuit, a processor (shared, dedicated, or group), and/or memory (shared, dedicated, or group), that execute one or more software or firmware programs, a combinational logic circuit, and/or other suitable hardware components that provide the described functionality. In some aspects, circuitry may include logic, at least partially operable in hardware. In some aspects, the circuitry may be implemented as part of and/or in the form of a radio virtual machine (RVM), for example, as part of a Radio processor (RP) configured to execute code to configured one or more operations and/or functionalities of one or more radio components.

The term “logic” may refer, for example, to computing logic embedded in circuitry of a computing apparatus and/or computing logic stored in a memory of a computing apparatus. For example, the logic may be accessible by a processor of the computing apparatus to execute the computing logic to perform computing functions and/or operations. In one example, logic may be embedded in various types of memory and/or firmware, e.g., silicon blocks of various chips and/or processors. Logic may be included in, and/or implemented as part of, various circuitry, e.g., radio circuitry, receiver circuitry, control circuitry, transmitter circuitry, transceiver circuitry, processor circuitry, and/or the like. In one example, logic may be embedded in volatile memory and/or non-volatile memory, including random access memory, read only memory, programmable memory, magnetic memory, flash memory, persistent memory, and/or the like. Logic may be executed by one or more processors using memory, e.g., registers, buffers, stacks, and the like, coupled to the one or more processors, e.g., as necessary to execute the logic.

The term “antenna” or “antenna array”, as used herein, may include any suitable configuration, structure and/or arrangement of one or more antenna elements, components, units, assemblies and/or arrays. In some aspects, the antenna may implement transmit and receive functionalities using separate transmit and receive antenna elements. In some aspects, the antenna may implement transmit and receive functionalities using common and/or integrated transmit/receive elements. The antenna may include, for example, a phased array antenna, a single element antenna, a set of switched beam antennas, and/or the like.

Example 1 is an apparatus comprising sampling circuitry; and processing circuitry coupled to the sampling circuitry, the processing circuitry configured to: predict a next sample of an input signal; determine a predicative portion of the next sample of the input signal; subtract the predicative portion from the input signal to determine a non-predicative portion of the input signal; and provide the non-predicative portion to the sampling circuitry, the sampling circuitry configured to sample the non-predicative portion.

In Example 2, the subject matter of Example 1 can optionally include wherein the predicative portion is determined based on a weighted history of the input signal.

In Example 3, the subject matter of any of Examples 1-2 can optionally include wherein the non-predicative portion of the input signal is determined based on an optimal linear prediction.

In Example 4, the subject matter of Example 3 can optionally include wherein the optimal linear prediction is based on autocorrelation estimation of the input signal.

In Example 5, the subject matter of any of Examples 1-4 can optionally include wherein the processing circuitry is configured to refrain from providing the predicative portion of the next sample of the input signal for sampling.

In Example 6, the subject matter of any of Examples 1-5 can optionally include wherein the processing circuitry is configured to reconstruct an output signal similar to the input signal.

In Example 7 the subject matter of Example 6 can optionally include wherein the processing circuitry is configured to reconstruct the output signal using an inverse filter.

In Example 8, the subject matter of any of Examples 1-7 can optionally include wherein the sampling circuitry comprises an analog to digital converter.

In Example 9, the subject matter of Example 8 can optionally include wherein the sampling circuitry is included in a successive-approximation ADC.

Example 10 is a wireless communication device comprising: one or more antennas; and transceiver circuitry comprising: sampling circuitry; and processing circuitry coupled to the sampling circuitry, the processing circuitry configured to: predict a next sample of an input signal; determine a predicative portion of the next sample of the input signal; subtract the predicative portion from the input signal to determine a non-predicative portion of the input signal; and provide the non-predicative portion to the sampling circuitry, the sampling circuitry configured to sample the non-predicative portion.

In Example 11, the subject matter of Example 10 can optionally include wherein the predicative portion is determined based on a weighted history of the input signal.

In Example 12, the subject matter of any of Examples 10-11 can optionally include wherein the non-predicative portion of the input signal is determined based on an optimal linear prediction.

In Example 13, the subject matter of Example 12 can optionally include wherein the optimal linear prediction is based on autocorrelation estimation of the input signal.

In Example 14, the subject matter of any of Examples 10-13 can optionally include wherein the processing circuitry is configured to reconstruct an output signal similar to the input signal.

In Example 15, the subject matter of any of Examples 10-14 can optionally include wherein the processing circuitry is configured to reconstruct a signal to be output using an inverse filter.

In Example 16, the subject matter of any of Examples 10-15 can optionally include wherein the sampling circuitry comprises an analog to digital converter.

In Example 17, the subject matter of Example 16 can optionally include wherein the sampling circuitry is included in a successive-approximation ADC.

Example 18 is a method for communicating in a wireless network, the method comprising: predicting a next sample of an input signal; determining a predicative portion of the next sample of the input signal; subtracting the predicative portion from the input signal to determine a non-predicative portion of the input signal; and providing the non-predicative portion for sampling and refraining from providing the predicative portion for sampling.

In Example 19, the subject matter of Example 18 can optionally include determining the predicative portion based on a weighted history of the input signal.

In Example 20, the subject matter of any of Examples 18-19 can optionally include determining the predicative portion based on a weighted history of the input signal.

The above detailed description includes references to the accompanying drawings, which form a part of the detailed description. The drawings show, by way of illustration, specific aspects in which the invention can be practiced. These aspects are also referred to herein as “examples.” Such examples can include elements in addition to those shown or described. However, the present inventors also contemplate examples in which only those elements shown or described are provided. Moreover, the present inventors also contemplate examples using any combination or permutation of those elements shown or described (or one or more aspects thereof), either with respect to a particular example (or one or more aspects thereof), or with respect to other examples (or one or more aspects thereof) shown or described herein.

In this document, the terms “a” or “an” are used, as is common in patent documents, to include one or more than one, independent of any other instances or usages of “at least one” or “one or more.” In this document, the term “or” is used to refer to a nonexclusive or, such that “A or B” includes “A but not B,” “B but not A,” and “A and B,” unless otherwise indicated. In this document, the terms “including” and “in which” are used as the plain-English equivalents of the respective terms “comprising” and “wherein.” Also, in the following claims, the terms “including” and “comprising” are open-ended, that is, a system, device, article, composition, formulation, or process that includes elements in addition to those listed after such a term in a claim are still deemed to fall within the scope of that claim. Moreover, in the following claims, the terms “first,” “second,” and “third,” etc. are used merely as labels, and are not intended to impose numerical requirements on their objects.

The above description is intended to be illustrative, and not restrictive. For example, the above-described examples (or one or more aspects thereof) may be used in combination with each other. Other aspects can be used, such as by one of ordinary skill in the art upon reviewing the above description. The Abstract is provided to allow the reader to quickly ascertain the nature of the technical disclosure. It is submitted with the understanding that it will not be used to interpret or limit the scope or meaning of the claims. Also, in the above Detailed Description, various features may be grouped together to streamline the disclosure. This should not be interpreted as intending that an unclaimed disclosed feature is essential to any claim. Rather, inventive subject matter may lie in less than all features of a particular disclosed aspect. Thus, the following claims are hereby incorporated into the Detailed Description, with each claim standing on its own as a separate aspect, and it is contemplated that such aspects can be combined with each other in various combinations or permutations. The scope of the invention should be determined with reference to the appended claims, along with the full scope of equivalents to which such claims are legally entitled.